Skip to main content
Erschienen in:

2018 | OriginalPaper | Buchkapitel

Enhancing the Self-Aware Early Warning Score System Through Fuzzified Data Reliability Assessment

verfasst von : Maximilian Götzinger, Arman Anzanpour, Iman Azimi, Nima TaheriNejad, Amir M. Rahmani

Erschienen in: Wireless Mobile Communication and Healthcare

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Early Warning Score (EWS) systems are a common practice in hospitals. Health-care professionals use them to measure and predict amelioration or deterioration of patients’ health status. However, it is desired to monitor EWS of many patients in everyday settings and outside the hospitals as well. For portable EWS devices, which monitor patients outside a hospital, it is important to have an acceptable level of reliability. In an earlier work, we presented a self-aware modified EWS system that adaptively corrects the EWS in the case of faulty or noisy input data. In this paper, we propose an enhancement of such data reliability validation through deploying a hierarchical agent-based system that classifies data reliability but using Fuzzy logic instead of conventional Boolean values. In our experiments, we demonstrate how our reliability enhancement method can offer a more accurate and more robust EWS monitoring system.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
The reliability module in our implementation limits the cross-reliability \(r_{cro}\) to a value between 0 to 1, although theoretically, a coefficient less than 1 can lead to a \(r_{cro}\) higher that 1.
 
Literatur
2.
Zurück zum Zitat Kyriacos, U.: Monitoring vital signs using early warning scoring systems: a review of the literature. J. Nurs. Manag. 19(3), 311–330 (2011)CrossRef Kyriacos, U.: Monitoring vital signs using early warning scoring systems: a review of the literature. J. Nurs. Manag. 19(3), 311–330 (2011)CrossRef
3.
Zurück zum Zitat Morgan, R.J.M.: An early warning scoring system for detecting developing critical illness. Clin. Intensive Care 8(2), 100 (1997) Morgan, R.J.M.: An early warning scoring system for detecting developing critical illness. Clin. Intensive Care 8(2), 100 (1997)
4.
Zurück zum Zitat Anzanpour, A., et al.: Internet of Things enabled in-home health monitoring system using early warning score. In: Proceedings of MobiHealth (2015) Anzanpour, A., et al.: Internet of Things enabled in-home health monitoring system using early warning score. In: Proceedings of MobiHealth (2015)
5.
Zurück zum Zitat Anzanpour, A., et al.: Self-awareness in remote health monitoring systems using wearable electronics. In: DATE Conference (2017) Anzanpour, A., et al.: Self-awareness in remote health monitoring systems using wearable electronics. In: DATE Conference (2017)
6.
7.
Zurück zum Zitat TaheriNejad, N., et al.: Comprehensive observation and its role in self-awareness; an emotion recognition system example. In: Proceedings of FedCSIS (2016) TaheriNejad, N., et al.: Comprehensive observation and its role in self-awareness; an emotion recognition system example. In: Proceedings of FedCSIS (2016)
8.
Zurück zum Zitat Pasquier, M., et al.: Cooling rate of 9.4 \(^\circ \)C in an hour in an avalanche victim. Resuscitation 93, e17–e18 (2015)CrossRef Pasquier, M., et al.: Cooling rate of 9.4 \(^\circ \)C in an hour in an avalanche victim. Resuscitation 93, e17–e18 (2015)CrossRef
9.
Zurück zum Zitat Reule, S.: Heart rate and blood pressure: any possible implications for management of hypertension? Curr. Hypertens. Rep. 14(6), 478–484 (2012)CrossRef Reule, S.: Heart rate and blood pressure: any possible implications for management of hypertension? Curr. Hypertens. Rep. 14(6), 478–484 (2012)CrossRef
10.
Zurück zum Zitat Davies, P.: The relationship between body temperature, heart rate and respiratory rate in children. Emerg. Med. J. 26(9), 641–643 (2009)CrossRef Davies, P.: The relationship between body temperature, heart rate and respiratory rate in children. Emerg. Med. J. 26(9), 641–643 (2009)CrossRef
11.
Zurück zum Zitat Zila, I., Calkovska, A.: Effects of elevated body temperature on control of breathing. Acta Medica Martiniana 2011(Supp 1), 24–30 (2011) Zila, I., Calkovska, A.: Effects of elevated body temperature on control of breathing. Acta Medica Martiniana 2011(Supp 1), 24–30 (2011)
12.
Zurück zum Zitat Ross, T.J.: Fuzzy Logic with Engineering Applications. Wiley, New York (2009) Ross, T.J.: Fuzzy Logic with Engineering Applications. Wiley, New York (2009)
13.
Zurück zum Zitat Guang, L.: Hierarchical agent monitoring design approach towards self-aware parallel soc. ACM Trans. Embed. Comput. Syst. 9(3), 25 (2010)CrossRef Guang, L.: Hierarchical agent monitoring design approach towards self-aware parallel soc. ACM Trans. Embed. Comput. Syst. 9(3), 25 (2010)CrossRef
20.
Zurück zum Zitat Song, H.S., et al.: The effects of specific respiratory rates on heart rate and heart rate variability. Appl. Psychophysiol. Biofeedback 28(1), 13–23 (2003)CrossRef Song, H.S., et al.: The effects of specific respiratory rates on heart rate and heart rate variability. Appl. Psychophysiol. Biofeedback 28(1), 13–23 (2003)CrossRef
Metadaten
Titel
Enhancing the Self-Aware Early Warning Score System Through Fuzzified Data Reliability Assessment
verfasst von
Maximilian Götzinger
Arman Anzanpour
Iman Azimi
Nima TaheriNejad
Amir M. Rahmani
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-98551-0_1

Premium Partner